Deep learning for stochastic precipitation generation – deep SPG v1.0

<p>We present a deep-neural-network-based single-site stochastic precipitation generator (SPG), capable of producing realistic time series of daily and hourly precipitation. The neural network outputs a wet-day probability and precipitation distributions in the form of a mixture model. The SPG...

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Bibliographic Details
Main Authors: L. J. Bird, M. G. W. Walker, G. E. Bodeker, I. H. Campbell, G. Liu, S. J. Sam, J. Lewis, S. M. Rosier
Format: Article
Language:English
Published: Copernicus Publications 2023-07-01
Series:Geoscientific Model Development
Online Access:https://gmd.copernicus.org/articles/16/3785/2023/gmd-16-3785-2023.pdf